{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aa69c25f",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License.\n",
    "\n",
    "# Vector Quantized Variational Autoencoders with MedNIST Dataset\n",
    "\n",
    "This tutorial illustrates how to use MONAI for training a Vector Quantized Variational Autoencoder (VQVAE)[1] on 2D images.\n",
    "\n",
    "Here, we will train our VQVAE model to be able to reconstruct the input images.  We will work with the MedNIST dataset available on MONAI\n",
    "(https://docs.monai.io/en/stable/apps.html#monai.apps.MedNISTDataset). In order to train faster, we will select just one of the available classes (\"HeadCT\"), resulting in a training set with 7999 2D images.\n",
    "\n",
    "The VQVAE can also be used as a generative model if an autoregressor model (e.g., PixelCNN, Decoder Transformer) is trained on the discrete latent representations of the VQVAE bottleneck. This falls outside of the scope of this tutorial.\n",
    "\n",
    "[1] - Oord et al. \"Neural Discrete Representation Learning\" https://arxiv.org/abs/1711.00937"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d167a850",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "46909773",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[tqdm]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b8ae5e8",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c1d85fe6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 1.4.0rc6\n",
      "Numpy version: 1.26.4\n",
      "Pytorch version: 2.3.1+cu121\n",
      "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n",
      "MONAI rev id: 6a0e1b043ba2890e1463fa49df76f66e56a68b08\n",
      "MONAI __file__: /home/<username>/miniconda3/envs/monai/lib/python3.11/site-packages/monai/__init__.py\n",
      "\n",
      "Optional dependencies:\n",
      "Pytorch Ignite version: 0.4.11\n",
      "ITK version: 5.4.0\n",
      "Nibabel version: 5.2.1\n",
      "scikit-image version: 0.23.2\n",
      "scipy version: 1.13.1\n",
      "Pillow version: 10.3.0\n",
      "Tensorboard version: 2.17.0\n",
      "gdown version: 5.2.0\n",
      "TorchVision version: 0.18.1+cu121\n",
      "tqdm version: 4.66.4\n",
      "lmdb version: 1.4.1\n",
      "psutil version: 5.9.0\n",
      "pandas version: 2.2.2\n",
      "einops version: 0.8.0\n",
      "transformers version: NOT INSTALLED or UNKNOWN VERSION.\n",
      "mlflow version: 2.14.0\n",
      "pynrrd version: 1.0.0\n",
      "clearml version: 1.16.2rc0\n",
      "\n",
      "For details about installing the optional dependencies, please visit:\n",
      "    https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import shutil\n",
    "import tempfile\n",
    "import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import torch\n",
    "from torch.nn import L1Loss\n",
    "\n",
    "from monai import transforms as mt\n",
    "from monai.apps import MedNISTDataset\n",
    "from monai.config import print_config\n",
    "from monai.data import DataLoader, Dataset\n",
    "from monai.utils import first, set_determinism, ensure_tuple\n",
    "from monai.networks.nets import VQVAE\n",
    "\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9b6e14",
   "metadata": {},
   "source": [
    "## Setup data directory\n",
    "\n",
    "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable.  \n",
    "This allows you to save results and reuse downloads.  \n",
    "If not specified a temporary directory will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4dbb12d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpfgcvwi9p\n"
     ]
    }
   ],
   "source": [
    "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n",
    "root_dir = tempfile.mkdtemp() if directory is None else directory\n",
    "print(root_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d49ee071",
   "metadata": {},
   "source": [
    "## Set deterministic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b010865",
   "metadata": {},
   "outputs": [],
   "source": [
    "set_determinism(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049661aa",
   "metadata": {},
   "source": [
    "## Download the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1c8522d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MedNIST.tar.gz: 59.0MB [00:01, 41.0MB/s]                              "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 16:19:02,930 - INFO - Downloaded: /tmp/tmpfgcvwi9p/MedNIST.tar.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 16:19:03,058 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
      "2024-09-05 16:19:03,059 - INFO - Writing into directory: /tmp/tmpfgcvwi9p.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|██████████| 47164/47164 [00:20<00:00, 2316.17it/s]\n"
     ]
    }
   ],
   "source": [
    "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n",
    "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n",
    "image_size = 64\n",
    "batch_size = 16\n",
    "\n",
    "train_transforms = mt.Compose(\n",
    "    [\n",
    "        mt.LoadImaged(keys=[\"image\"]),\n",
    "        mt.EnsureChannelFirstd(keys=[\"image\"]),\n",
    "        mt.ScaleIntensityRanged(keys=[\"image\"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True),\n",
    "        mt.RandAffined(\n",
    "            keys=[\"image\"],\n",
    "            rotate_range=[(-np.pi / 36, np.pi / 36), (-np.pi / 36, np.pi / 36)],\n",
    "            translate_range=[(-1, 1), (-1, 1)],\n",
    "            scale_range=[(-0.05, 0.05), (-0.05, 0.05)],\n",
    "            spatial_size=[image_size, image_size],\n",
    "            padding_mode=\"zeros\",\n",
    "            prob=0.5,\n",
    "        ),\n",
    "    ]\n",
    ")\n",
    "train_ds = Dataset(data=train_datalist, transform=train_transforms)\n",
    "train_loader = DataLoader(train_ds, batch_size=batch_size, shuffle=True, num_workers=4, persistent_workers=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d437adbd",
   "metadata": {},
   "source": [
    "## Visualise examples from the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c05ca5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot 3 examples from the training set\n",
    "check_data = first(train_loader)\n",
    "fig, ax = plt.subplots(nrows=1, ncols=3)\n",
    "for image_n in range(3):\n",
    "    ax[image_n].imshow(check_data[\"image\"][image_n, 0, :, :], cmap=\"gray\")\n",
    "    ax[image_n].axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c6ca19a",
   "metadata": {},
   "source": [
    "## Download the validation set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8fef4587",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 16:27:55,893 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
      "2024-09-05 16:27:55,894 - INFO - File exists: /tmp/tmpfgcvwi9p/MedNIST.tar.gz, skipped downloading.\n",
      "2024-09-05 16:27:55,896 - INFO - Non-empty folder exists in /tmp/tmpfgcvwi9p/MedNIST, skipped extracting.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|██████████| 5895/5895 [00:02<00:00, 2078.11it/s]\n"
     ]
    }
   ],
   "source": [
    "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)\n",
    "val_datalist = [{\"image\": item[\"image\"]} for item in val_data.data if item[\"class_name\"] == \"HeadCT\"]\n",
    "val_transforms = mt.Compose(\n",
    "    [\n",
    "        mt.LoadImaged(keys=[\"image\"]),\n",
    "        mt.EnsureChannelFirstd(keys=[\"image\"]),\n",
    "        mt.ScaleIntensityRanged(keys=[\"image\"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True),\n",
    "    ]\n",
    ")\n",
    "val_ds = Dataset(data=val_datalist, transform=val_transforms)\n",
    "val_loader = DataLoader(val_ds, batch_size=batch_size, shuffle=True, num_workers=4, persistent_workers=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cfa9906",
   "metadata": {},
   "source": [
    "## Define network, optimizer and losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f9708f30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cuda\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(f\"Using {device}\")\n",
    "model = VQVAE(\n",
    "    spatial_dims=2,\n",
    "    in_channels=1,\n",
    "    out_channels=1,\n",
    "    channels=(256, 256),\n",
    "    num_res_channels=256,\n",
    "    num_res_layers=2,\n",
    "    downsample_parameters=((2, 4, 1, 1), (2, 4, 1, 1)),\n",
    "    upsample_parameters=((2, 4, 1, 1, 0), (2, 4, 1, 1, 0)),\n",
    "    num_embeddings=256,\n",
    "    embedding_dim=32,\n",
    ").to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4d74562c",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = torch.optim.Adam(params=model.parameters(), lr=1e-4)\n",
    "l1_loss = L1Loss()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "331aa4fc",
   "metadata": {},
   "source": [
    "## Model training\n",
    "Here, we are training our model for 100 epochs (training time: ~60 minutes)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0b06b603",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 0: 100%|███████████████| 125/125 [00:14<00:00,  8.84it/s, recons_loss=0.0747, quantization_loss=1.06e-5]\n",
      "Epoch 1: 100%|███████████████| 125/125 [00:12<00:00, 10.09it/s, recons_loss=0.0356, quantization_loss=8.47e-6]\n",
      "Epoch 2: 100%|███████████████| 125/125 [00:12<00:00, 10.11it/s, recons_loss=0.0299, quantization_loss=8.63e-6]\n",
      "...\n",
      "Epoch 98: 100%|██████████████| 125/125 [00:12<00:00,  9.90it/s, recons_loss=0.0149, quantization_loss=2.66e-5]\n",
      "Epoch 99: 100%|██████████████| 125/125 [00:12<00:00,  9.95it/s, recons_loss=0.0146, quantization_loss=2.65e-5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train completed, total time: 1270.7115950584412.\n"
     ]
    }
   ],
   "source": [
    "max_epochs = 100\n",
    "val_interval = 10\n",
    "epoch_recon_loss_list = []\n",
    "epoch_quant_loss_list = []\n",
    "val_recon_epoch_loss_list = []\n",
    "intermediary_images = []\n",
    "n_example_images = 4\n",
    "\n",
    "total_start = time.time()\n",
    "for epoch in range(max_epochs):\n",
    "    model.train()\n",
    "    epoch_loss = 0\n",
    "    progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110)\n",
    "    progress_bar.set_description(f\"Epoch {epoch}\")\n",
    "    for step, batch in progress_bar:\n",
    "        images = batch[\"image\"].to(device)\n",
    "        optimizer.zero_grad(set_to_none=True)\n",
    "\n",
    "        # model outputs reconstruction and the quantization error\n",
    "        reconstruction, quantization_loss = model(images=images)\n",
    "\n",
    "        recons_loss = l1_loss(reconstruction.float(), images.float())\n",
    "\n",
    "        loss = recons_loss + quantization_loss\n",
    "\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss += recons_loss.item()\n",
    "\n",
    "        progress_bar.set_postfix(\n",
    "            {\"recons_loss\": epoch_loss / (step + 1), \"quantization_loss\": quantization_loss.item() / (step + 1)}\n",
    "        )\n",
    "    epoch_recon_loss_list.append(epoch_loss / (step + 1))\n",
    "    epoch_quant_loss_list.append(quantization_loss.item() / (step + 1))\n",
    "\n",
    "    if (epoch + 1) % val_interval == 0:\n",
    "        model.eval()\n",
    "        val_loss = 0\n",
    "        with torch.no_grad():\n",
    "            for val_step, batch in enumerate(val_loader, start=1):\n",
    "                images = batch[\"image\"].to(device)\n",
    "\n",
    "                reconstruction, quantization_loss = model(images=images)\n",
    "\n",
    "                # get the first sample from the first validation batch for\n",
    "                # visualizing how the training evolves\n",
    "                if val_step == 1:\n",
    "                    intermediary_images.append(reconstruction[:n_example_images, 0])\n",
    "\n",
    "                recons_loss = l1_loss(reconstruction.float(), images.float())\n",
    "\n",
    "                val_loss += recons_loss.item()\n",
    "\n",
    "        val_loss /= val_step\n",
    "        val_recon_epoch_loss_list.append(val_loss)\n",
    "\n",
    "total_time = time.time() - total_start\n",
    "print(f\"train completed, total time: {total_time}.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab3f5e08",
   "metadata": {},
   "source": [
    "## Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8eb14535",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"ggplot\")\n",
    "plt.title(\"Learning Curves\", fontsize=20)\n",
    "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_recon_loss_list, color=\"C0\", linewidth=2.0, label=\"Train\")\n",
    "plt.plot(\n",
    "    np.linspace(val_interval, max_epochs, int(max_epochs / val_interval)),\n",
    "    val_recon_epoch_loss_list,\n",
    "    color=\"C1\",\n",
    "    linewidth=2.0,\n",
    "    label=\"Validation\",\n",
    ")\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.xlabel(\"Epochs\", fontsize=16)\n",
    "plt.ylabel(\"Loss\", fontsize=16)\n",
    "plt.legend(prop={\"size\": 14})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7c7b3b4",
   "metadata": {},
   "source": [
    "##  Plotting  evolution of reconstructed images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "383495dc",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1850x3050 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot every evaluation as a new line and example as columns\n",
    "val_samples = np.linspace(val_interval, max_epochs, int(max_epochs / val_interval))\n",
    "fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True)\n",
    "ax = ensure_tuple(ax)\n",
    "fig.set_size_inches(18.5, 30.5)\n",
    "for image_n in range(len(val_samples)):\n",
    "    reconstructions = torch.reshape(intermediary_images[image_n], (64 * n_example_images, 64)).T\n",
    "    ax[image_n].imshow(reconstructions.cpu(), cmap=\"gray\")\n",
    "    ax[image_n].set_xticks([])\n",
    "    ax[image_n].set_yticks([])\n",
    "    ax[image_n].set_ylabel(f\"Epoch {val_samples[image_n]:.0f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "517f51ea",
   "metadata": {},
   "source": [
    "## Plotting the reconstructions from final trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c58a2f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n",
    "ax[0].axis(\"off\")\n",
    "ax[0].title.set_text(\"Inputted Image\")\n",
    "ax[1].imshow(reconstruction[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n",
    "ax[1].axis(\"off\")\n",
    "ax[1].title.set_text(\"Reconstruction\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "222c56d3",
   "metadata": {},
   "source": [
    "## Cleanup data directory\n",
    "\n",
    "Remove directory if a temporary was used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4737aed9",
   "metadata": {},
   "outputs": [],
   "source": [
    "if directory is None:\n",
    "    shutil.rmtree(root_dir)"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "formats": "auto:light,ipynb",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
